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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Apache Kafka Release Candidate Staging
Principles
- Principle:LaurentMazare Tch rs Custom Dataset Loading
- Principle:ArroyoSystems Arroyo Worker Scheduling
- Principle:DataExpert io Data engineer handbook DataFrame Write To Table
- Principle:Arize ai Phoenix OTel Dependency Setup
- Principle:Pytorch Serve Automated Benchmarking
- Principle:Recommenders team Recommenders Neural Collaborative Filtering
- Principle:DistrictDataLabs Yellowbrick Missing Data Visualization
- Principle:Sail sg LongSpec Multi Stage Training
- Principle:Ggml org Llama cpp GGUF File Operations
- Principle:Pytorch Serve Inference Pipeline
Implementations
- Implementation:Huggingface Datatrove IpcReader
- Implementation:FlowiseAI Flowise ViewHeader
- Implementation:Evidentlyai Evidently Legacy Regression Preset
- Implementation:Neuml Txtai TokenDetection
- Implementation:Mlc ai Mlc llm Qwen3 Loader
- Implementation:Online ml River Rules AMRules
- Implementation:Gretelai Gretel synthetics TensorFlowConfig
- Implementation:Open compass VLMEvalKit VGRPBench Common Puzzle Factory
- Implementation:Kubeflow Pipelines Metadata Helpers
- Implementation:Webdriverio Webdriverio BrowserStack Constants
Heuristics
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
Environments
- Environment:Openai Openai python Azure OpenAI
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Vllm project Vllm Python
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Sgl project Sglang Web
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Sgl project Sglang OpenAI